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Yijia Chen

2 accepted papers

2026

LakeQA: A Benchmark for Complex Exploratory QA over a Million-Scale Data Lake

ICML 2026poster

Recent large language models (LLMs) have shown rapid progress on reading-based question answering (QA), where the evidence is explicitly provided or trivially retrievable. In contrast, real-world questions are often not paired with accurate evidence documents. The useful evidence resides in a massiv…

Cited by 0SourceScholar
2026

On Path to Multimodal Historical Reasoning: HistBench and HistAgent

ICML 2026poster

Recent advances in large language models (LLMs) have led to remarkable progress across various domains, yet their capabilities in the humanities, particularly history, remain underexplored. Historical reasoning poses unique challenges for LLMs, involving multimodal source interpretation, temporal in…

Cited by 0SourcecodeScholar